NAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercion‘-’ not meaningful for factorsJoining, by = c("study", "subid", "target", "happy", "depressed", "fear", "angry", "calm", "sounds", "seeing", "temperature", "odors", "depth", "computations", "thoughts", "reasoning", "remembering", "beliefs", "hungry", "tired", "pain", "nauseated", "safe", "love", "recognizing", "communicating", "guilt", "disrespected", "free_will", "choices", "self_restraint", "intentions", "goal", "conscious", "self_aware", "desires", "embarrassed", "emo_recog", "joy", "morality", "personality", "pleasure", "pride", "CATCH")
Joining, by = c("study", "subid")
For all studies we conduct exploratory factor analyses using Pearson correlations to find minimum residual solutions.
For each study, we first examine maximal unrotated and rotated solutions. To determine the maximum number of factors to extract, we use the following rule of thumb: With \(p\) observations per participant, we can extract a maximum of \(k\) factors, where \((p-k)*2 > p+k\), i.e., \(k < p/3\). Thus, with 40 mental capacity items, we can extract a maximum of 13 factors.
To determine how many factors to retain, we use the following preset retention criteria, considering the unrotated maximal solution (unless otherwise noted):
We then examine and interpret varimax-rotated solutions, extracting only the number of factors that meet these criteria.
Note: For Studies 1-2, we initially planned to conduct dimension reduction analyses for each condition (beetle vs. robot) separately. However, we now consider this analysis plan to have been fundamentally flawed: Each of these separate analyses is only capable of surfacing factors that highlight substantial disagreement among participants within that condition thus failing to capture key differences in attributions of mental capacities to beetles vs. robots, with no formal means of synthesizing results across conditions. Nonetheless, the results of these analyses are generally consistent with the findings reported here: The most prominent and reliable finding within each condition is that participants distinguish between emotional and perceptual varieties of experience. See https://osf.io/zd3mu for the preregistered analyses, including analysis scripts.
Design: 2 conditions (beetle, robot), between-subjects Date conducted: 2015-12-15
NAs introduced by coercion
Joining, by = c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
Column `condition` joining factor and character vector, coercing into character vector
Factor Analysis using method = minres
Call: fa(r = d1_all, nfactors = 13, rotate = "none", fm = "minres",
cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11
happy 0.85 -0.08 -0.12 0.07 -0.21 0.09 -0.10 0.09 -0.03 0.00 0.01
depressed 0.80 0.04 -0.32 0.16 -0.13 -0.11 -0.06 -0.02 0.01 -0.04 -0.09
fear 0.76 -0.38 0.20 0.02 0.03 -0.01 0.10 0.02 -0.07 -0.09 0.11
angry 0.80 -0.13 -0.07 0.11 -0.11 -0.07 -0.02 0.03 0.02 -0.05 0.08
calm 0.77 -0.16 0.11 -0.02 -0.10 0.13 0.10 -0.07 -0.01 -0.04 -0.03
sounds 0.17 0.39 0.48 0.32 -0.05 0.23 -0.04 0.01 0.10 -0.05 0.05
seeing 0.35 0.20 0.60 0.17 0.14 -0.09 -0.08 0.03 -0.05 0.03 -0.02
temperature 0.27 0.33 0.59 0.19 0.08 0.03 0.03 0.22 0.11 -0.03 -0.02
odors 0.41 0.03 0.50 0.23 0.13 0.05 -0.09 -0.10 -0.02 -0.02 -0.20
depth 0.31 0.41 0.38 0.07 0.01 -0.01 -0.04 0.01 0.07 0.11 0.12
computations -0.25 0.83 -0.14 0.05 -0.15 -0.01 0.06 0.06 0.05 -0.01 0.07
thoughts 0.78 0.03 -0.02 -0.17 -0.02 0.04 -0.15 0.00 -0.03 0.08 0.00
reasoning 0.44 0.61 0.02 -0.17 0.02 -0.02 -0.10 0.04 -0.10 0.04 -0.04
remembering 0.18 0.69 0.28 -0.04 -0.14 -0.01 0.12 0.03 -0.07 -0.07 -0.04
beliefs 0.63 0.28 -0.37 0.00 0.21 0.02 0.01 0.03 0.03 0.04 -0.04
hungry 0.60 -0.62 0.33 0.03 0.17 -0.01 -0.02 0.00 -0.02 0.00 -0.03
tired 0.74 -0.37 0.25 0.00 0.01 -0.06 0.05 -0.03 0.08 -0.04 0.08
pain 0.69 -0.53 0.32 0.02 0.13 -0.02 -0.02 0.01 -0.07 0.02 0.08
nauseated 0.81 -0.19 0.01 0.15 -0.21 -0.03 0.08 -0.19 0.01 0.07 -0.05
safe 0.76 -0.23 0.14 -0.03 -0.07 0.19 0.26 0.06 -0.16 -0.02 -0.01
love 0.82 0.07 -0.32 0.09 -0.05 0.01 -0.06 0.12 -0.01 0.01 -0.01
recognizing 0.20 0.78 0.15 0.05 -0.10 -0.02 0.02 -0.15 -0.08 0.03 0.04
communicating 0.29 0.55 0.28 0.00 0.03 -0.05 0.09 -0.12 -0.16 0.11 0.13
guilt 0.73 0.11 -0.39 0.13 0.08 -0.01 0.00 -0.06 0.04 -0.01 -0.09
disrespected 0.72 0.13 -0.37 0.20 0.08 -0.17 0.18 -0.08 0.06 -0.12 -0.01
free_will 0.75 -0.26 0.11 -0.12 -0.05 0.00 -0.04 0.09 -0.06 -0.07 -0.12
choices 0.46 0.35 0.37 -0.28 0.00 -0.13 0.06 0.10 -0.12 -0.04 -0.16
self_restraint 0.63 0.26 -0.08 -0.16 0.07 0.16 0.02 -0.23 0.07 -0.12 -0.07
intentions 0.68 -0.03 0.16 -0.29 -0.03 0.01 0.11 0.07 0.29 -0.03 0.03
goal 0.35 0.44 0.34 -0.15 -0.04 -0.27 -0.02 -0.03 0.14 -0.01 -0.07
conscious 0.76 -0.23 0.13 -0.06 0.02 0.07 -0.05 -0.09 0.04 0.10 0.01
self_aware 0.74 -0.01 0.03 -0.11 0.01 0.01 -0.11 -0.08 0.05 0.05 0.05
desires 0.78 -0.22 0.09 -0.17 -0.02 -0.08 0.01 -0.02 0.02 0.08 0.05
embarrassed 0.71 0.16 -0.49 0.15 0.17 -0.10 0.10 0.13 -0.04 0.05 0.01
emo_recog 0.61 0.41 -0.25 -0.05 0.21 0.05 -0.07 -0.04 0.01 0.10 0.05
joy 0.86 -0.03 -0.17 0.02 -0.23 0.07 -0.16 0.08 0.00 0.09 -0.05
morality 0.48 0.47 -0.22 -0.15 0.14 0.28 0.09 0.07 0.04 0.04 -0.01
personality 0.70 0.31 -0.15 -0.07 0.06 -0.01 -0.21 -0.01 -0.09 -0.33 0.17
pleasure 0.82 -0.25 0.10 -0.03 -0.07 -0.11 0.04 0.04 0.01 0.07 0.10
pride 0.79 0.14 -0.39 0.11 0.04 -0.05 0.05 0.05 -0.03 0.07 -0.02
MR12 MR13 h2 u2 com
happy 0.06 -0.15 0.84 0.16 1.4
depressed -0.05 -0.03 0.81 0.19 1.6
fear 0.02 0.06 0.80 0.20 1.8
angry 0.02 0.08 0.71 0.29 1.2
calm 0.01 0.06 0.68 0.32 1.3
sounds 0.04 0.10 0.60 0.40 3.9
seeing 0.02 -0.04 0.59 0.41 2.3
temperature -0.06 0.04 0.64 0.36 2.9
odors 0.06 0.02 0.55 0.45 3.2
depth -0.08 -0.15 0.48 0.52 3.8
computations 0.01 0.04 0.80 0.20 1.4
thoughts 0.03 0.11 0.69 0.31 1.2
reasoning -0.11 0.04 0.63 0.37 2.3
remembering -0.03 -0.02 0.62 0.38 1.7
beliefs -0.03 0.05 0.67 0.33 2.4
hungry -0.03 -0.07 0.90 0.10 2.7
tired -0.06 -0.09 0.78 0.22 1.9
pain -0.03 0.00 0.89 0.11 2.5
nauseated -0.28 0.06 0.90 0.10 1.8
safe 0.03 -0.05 0.79 0.21 1.8
love 0.07 -0.06 0.82 0.18 1.4
recognizing 0.04 0.05 0.71 0.29 1.4
communicating 0.14 -0.04 0.57 0.43 3.0
guilt 0.08 -0.07 0.75 0.25 1.8
disrespected 0.07 0.00 0.81 0.19 2.2
free_will 0.08 0.16 0.73 0.27 1.6
choices -0.06 -0.06 0.63 0.37 4.6
self_restraint 0.02 -0.10 0.62 0.38 2.3
intentions 0.02 0.03 0.68 0.32 2.0
goal 0.06 -0.03 0.56 0.44 4.3
conscious 0.01 0.00 0.67 0.33 1.4
self_aware 0.10 0.02 0.60 0.40 1.2
desires 0.01 0.07 0.71 0.29 1.4
embarrassed -0.04 -0.01 0.86 0.14 2.4
emo_recog -0.07 0.05 0.68 0.32 2.7
joy 0.01 -0.08 0.87 0.13 1.4
morality -0.04 -0.04 0.64 0.36 3.7
personality -0.09 -0.01 0.81 0.19 2.5
pleasure 0.04 0.00 0.79 0.21 1.3
pride 0.02 0.07 0.82 0.18 1.7
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11 MR12
SS loadings 16.55 5.24 3.42 0.75 0.51 0.42 0.35 0.31 0.28 0.26 0.24 0.21
Proportion Var 0.41 0.13 0.09 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Var 0.41 0.54 0.63 0.65 0.66 0.67 0.68 0.69 0.70 0.70 0.71 0.71
Proportion Explained 0.58 0.18 0.12 0.03 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Proportion 0.58 0.76 0.88 0.90 0.92 0.94 0.95 0.96 0.97 0.98 0.99 0.99
MR13
SS loadings 0.18
Proportion Var 0.00
Cumulative Var 0.72
Proportion Explained 0.01
Cumulative Proportion 1.00
Mean item complexity = 2.2
Test of the hypothesis that 13 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 36.39 with Chi Square of 14185
The degrees of freedom for the model are 338 and the objective function was 1.03
The root mean square of the residuals (RMSR) is 0.01
The df corrected root mean square of the residuals is 0.01
The harmonic number of observations is 405 with the empirical chi square 57.84 with prob < 1
The total number of observations was 405 with Likelihood Chi Square = 390.74 with prob < 0.025
Tucker Lewis Index of factoring reliability = 0.991
RMSEA index = 0.024 and the 90 % confidence intervals are 0.008 0.028
BIC = -1638.58
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3 MR4 MR5 MR6 MR7
Correlation of scores with factors 0.99 0.98 0.96 0.84 0.85 0.76 0.78
Multiple R square of scores with factors 0.99 0.95 0.92 0.71 0.72 0.58 0.61
Minimum correlation of possible factor scores 0.97 0.90 0.85 0.41 0.44 0.17 0.22
MR8 MR9 MR10 MR11 MR12 MR13
Correlation of scores with factors 0.74 0.69 0.73 0.68 0.72 0.65
Multiple R square of scores with factors 0.55 0.48 0.53 0.46 0.52 0.42
Minimum correlation of possible factor scores 0.10 -0.04 0.06 -0.09 0.04 -0.17
Factor Analysis using method = minres
Call: fa(r = d1_all, nfactors = 13, rotate = "none", fm = "minres",
cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11
happy 0.85 -0.08 -0.12 0.07 -0.21 0.09 -0.10 0.09 -0.03 0.00 0.01
depressed 0.80 0.04 -0.32 0.16 -0.13 -0.11 -0.06 -0.02 0.01 -0.04 -0.09
fear 0.76 -0.38 0.20 0.02 0.03 -0.01 0.10 0.02 -0.07 -0.09 0.11
angry 0.80 -0.13 -0.07 0.11 -0.11 -0.07 -0.02 0.03 0.02 -0.05 0.08
calm 0.77 -0.16 0.11 -0.02 -0.10 0.13 0.10 -0.07 -0.01 -0.04 -0.03
sounds 0.17 0.39 0.48 0.32 -0.05 0.23 -0.04 0.01 0.10 -0.05 0.05
seeing 0.35 0.20 0.60 0.17 0.14 -0.09 -0.08 0.03 -0.05 0.03 -0.02
temperature 0.27 0.33 0.59 0.19 0.08 0.03 0.03 0.22 0.11 -0.03 -0.02
odors 0.41 0.03 0.50 0.23 0.13 0.05 -0.09 -0.10 -0.02 -0.02 -0.20
depth 0.31 0.41 0.38 0.07 0.01 -0.01 -0.04 0.01 0.07 0.11 0.12
computations -0.25 0.83 -0.14 0.05 -0.15 -0.01 0.06 0.06 0.05 -0.01 0.07
thoughts 0.78 0.03 -0.02 -0.17 -0.02 0.04 -0.15 0.00 -0.03 0.08 0.00
reasoning 0.44 0.61 0.02 -0.17 0.02 -0.02 -0.10 0.04 -0.10 0.04 -0.04
remembering 0.18 0.69 0.28 -0.04 -0.14 -0.01 0.12 0.03 -0.07 -0.07 -0.04
beliefs 0.63 0.28 -0.37 0.00 0.21 0.02 0.01 0.03 0.03 0.04 -0.04
hungry 0.60 -0.62 0.33 0.03 0.17 -0.01 -0.02 0.00 -0.02 0.00 -0.03
tired 0.74 -0.37 0.25 0.00 0.01 -0.06 0.05 -0.03 0.08 -0.04 0.08
pain 0.69 -0.53 0.32 0.02 0.13 -0.02 -0.02 0.01 -0.07 0.02 0.08
nauseated 0.81 -0.19 0.01 0.15 -0.21 -0.03 0.08 -0.19 0.01 0.07 -0.05
safe 0.76 -0.23 0.14 -0.03 -0.07 0.19 0.26 0.06 -0.16 -0.02 -0.01
love 0.82 0.07 -0.32 0.09 -0.05 0.01 -0.06 0.12 -0.01 0.01 -0.01
recognizing 0.20 0.78 0.15 0.05 -0.10 -0.02 0.02 -0.15 -0.08 0.03 0.04
communicating 0.29 0.55 0.28 0.00 0.03 -0.05 0.09 -0.12 -0.16 0.11 0.13
guilt 0.73 0.11 -0.39 0.13 0.08 -0.01 0.00 -0.06 0.04 -0.01 -0.09
disrespected 0.72 0.13 -0.37 0.20 0.08 -0.17 0.18 -0.08 0.06 -0.12 -0.01
free_will 0.75 -0.26 0.11 -0.12 -0.05 0.00 -0.04 0.09 -0.06 -0.07 -0.12
choices 0.46 0.35 0.37 -0.28 0.00 -0.13 0.06 0.10 -0.12 -0.04 -0.16
self_restraint 0.63 0.26 -0.08 -0.16 0.07 0.16 0.02 -0.23 0.07 -0.12 -0.07
intentions 0.68 -0.03 0.16 -0.29 -0.03 0.01 0.11 0.07 0.29 -0.03 0.03
goal 0.35 0.44 0.34 -0.15 -0.04 -0.27 -0.02 -0.03 0.14 -0.01 -0.07
conscious 0.76 -0.23 0.13 -0.06 0.02 0.07 -0.05 -0.09 0.04 0.10 0.01
self_aware 0.74 -0.01 0.03 -0.11 0.01 0.01 -0.11 -0.08 0.05 0.05 0.05
desires 0.78 -0.22 0.09 -0.17 -0.02 -0.08 0.01 -0.02 0.02 0.08 0.05
embarrassed 0.71 0.16 -0.49 0.15 0.17 -0.10 0.10 0.13 -0.04 0.05 0.01
emo_recog 0.61 0.41 -0.25 -0.05 0.21 0.05 -0.07 -0.04 0.01 0.10 0.05
joy 0.86 -0.03 -0.17 0.02 -0.23 0.07 -0.16 0.08 0.00 0.09 -0.05
morality 0.48 0.47 -0.22 -0.15 0.14 0.28 0.09 0.07 0.04 0.04 -0.01
personality 0.70 0.31 -0.15 -0.07 0.06 -0.01 -0.21 -0.01 -0.09 -0.33 0.17
pleasure 0.82 -0.25 0.10 -0.03 -0.07 -0.11 0.04 0.04 0.01 0.07 0.10
pride 0.79 0.14 -0.39 0.11 0.04 -0.05 0.05 0.05 -0.03 0.07 -0.02
MR12 MR13 h2 u2 com
happy 0.06 -0.15 0.84 0.16 1.4
depressed -0.05 -0.03 0.81 0.19 1.6
fear 0.02 0.06 0.80 0.20 1.8
angry 0.02 0.08 0.71 0.29 1.2
calm 0.01 0.06 0.68 0.32 1.3
sounds 0.04 0.10 0.60 0.40 3.9
seeing 0.02 -0.04 0.59 0.41 2.3
temperature -0.06 0.04 0.64 0.36 2.9
odors 0.06 0.02 0.55 0.45 3.2
depth -0.08 -0.15 0.48 0.52 3.8
computations 0.01 0.04 0.80 0.20 1.4
thoughts 0.03 0.11 0.69 0.31 1.2
reasoning -0.11 0.04 0.63 0.37 2.3
remembering -0.03 -0.02 0.62 0.38 1.7
beliefs -0.03 0.05 0.67 0.33 2.4
hungry -0.03 -0.07 0.90 0.10 2.7
tired -0.06 -0.09 0.78 0.22 1.9
pain -0.03 0.00 0.89 0.11 2.5
nauseated -0.28 0.06 0.90 0.10 1.8
safe 0.03 -0.05 0.79 0.21 1.8
love 0.07 -0.06 0.82 0.18 1.4
recognizing 0.04 0.05 0.71 0.29 1.4
communicating 0.14 -0.04 0.57 0.43 3.0
guilt 0.08 -0.07 0.75 0.25 1.8
disrespected 0.07 0.00 0.81 0.19 2.2
free_will 0.08 0.16 0.73 0.27 1.6
choices -0.06 -0.06 0.63 0.37 4.6
self_restraint 0.02 -0.10 0.62 0.38 2.3
intentions 0.02 0.03 0.68 0.32 2.0
goal 0.06 -0.03 0.56 0.44 4.3
conscious 0.01 0.00 0.67 0.33 1.4
self_aware 0.10 0.02 0.60 0.40 1.2
desires 0.01 0.07 0.71 0.29 1.4
embarrassed -0.04 -0.01 0.86 0.14 2.4
emo_recog -0.07 0.05 0.68 0.32 2.7
joy 0.01 -0.08 0.87 0.13 1.4
morality -0.04 -0.04 0.64 0.36 3.7
personality -0.09 -0.01 0.81 0.19 2.5
pleasure 0.04 0.00 0.79 0.21 1.3
pride 0.02 0.07 0.82 0.18 1.7
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11 MR12
SS loadings 16.55 5.24 3.42 0.75 0.51 0.42 0.35 0.31 0.28 0.26 0.24 0.21
Proportion Var 0.41 0.13 0.09 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Var 0.41 0.54 0.63 0.65 0.66 0.67 0.68 0.69 0.70 0.70 0.71 0.71
Proportion Explained 0.58 0.18 0.12 0.03 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Proportion 0.58 0.76 0.88 0.90 0.92 0.94 0.95 0.96 0.97 0.98 0.99 0.99
MR13
SS loadings 0.18
Proportion Var 0.00
Cumulative Var 0.72
Proportion Explained 0.01
Cumulative Proportion 1.00
Mean item complexity = 2.2
Test of the hypothesis that 13 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 36.39 with Chi Square of 14185
The degrees of freedom for the model are 338 and the objective function was 1.03
The root mean square of the residuals (RMSR) is 0.01
The df corrected root mean square of the residuals is 0.01
The harmonic number of observations is 405 with the empirical chi square 57.84 with prob < 1
The total number of observations was 405 with Likelihood Chi Square = 390.74 with prob < 0.025
Tucker Lewis Index of factoring reliability = 0.991
RMSEA index = 0.024 and the 90 % confidence intervals are 0.008 0.028
BIC = -1638.58
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3 MR4 MR5 MR6 MR7
Correlation of scores with factors 0.99 0.98 0.96 0.84 0.85 0.76 0.78
Multiple R square of scores with factors 0.99 0.95 0.92 0.71 0.72 0.58 0.61
Minimum correlation of possible factor scores 0.97 0.90 0.85 0.41 0.44 0.17 0.22
MR8 MR9 MR10 MR11 MR12 MR13
Correlation of scores with factors 0.74 0.69 0.73 0.68 0.72 0.65
Multiple R square of scores with factors 0.55 0.48 0.53 0.46 0.52 0.42
Minimum correlation of possible factor scores 0.10 -0.04 0.06 -0.09 0.04 -0.17
[1] 3
[1] 3
Factor Analysis using method = minres
Call: fa(r = d1_all, nfactors = nfactors_d1_all, rotate = chosenRotType,
fm = "minres", cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 h2 u2 com
happy 0.57 0.63 0.09 0.74 0.26 2.0
depressed 0.39 0.76 0.03 0.73 0.27 1.5
fear 0.83 0.26 0.06 0.76 0.24 1.2
angry 0.60 0.55 0.08 0.67 0.33 2.0
calm 0.66 0.40 0.17 0.63 0.37 1.8
sounds 0.06 -0.05 0.61 0.38 0.62 1.0
seeing 0.35 -0.08 0.63 0.52 0.48 1.6
temperature 0.21 -0.07 0.68 0.51 0.49 1.2
odors 0.45 -0.02 0.45 0.40 0.60 2.0
depth 0.10 0.11 0.62 0.41 0.59 1.1
computations -0.73 0.21 0.42 0.76 0.24 1.8
thoughts 0.51 0.55 0.21 0.61 0.39 2.3
reasoning -0.07 0.49 0.56 0.55 0.45 2.0
remembering -0.20 0.18 0.71 0.58 0.42 1.3
beliefs 0.11 0.77 0.12 0.61 0.39 1.1
hungry 0.92 -0.01 -0.06 0.86 0.14 1.0
tired 0.83 0.22 0.10 0.75 0.25 1.2
pain 0.92 0.09 0.02 0.86 0.14 1.0
nauseated 0.67 0.48 0.09 0.68 0.32 1.9
safe 0.70 0.35 0.13 0.63 0.37 1.5
love 0.39 0.79 0.06 0.78 0.22 1.5
recognizing -0.28 0.31 0.70 0.66 0.34 1.7
communicating -0.03 0.21 0.64 0.46 0.54 1.2
guilt 0.27 0.79 0.01 0.70 0.30 1.2
disrespected 0.27 0.77 0.04 0.66 0.34 1.3
free_will 0.71 0.35 0.09 0.64 0.36 1.5
choices 0.24 0.20 0.60 0.45 0.55 1.6
self_restraint 0.24 0.57 0.30 0.47 0.53 1.9
intentions 0.54 0.35 0.26 0.48 0.52 2.2
goal 0.09 0.17 0.62 0.42 0.58 1.2
conscious 0.71 0.36 0.12 0.64 0.36 1.6
self_aware 0.53 0.48 0.21 0.55 0.45 2.3
desires 0.70 0.40 0.11 0.66 0.34 1.6
embarrassed 0.20 0.85 -0.02 0.76 0.24 1.1
emo_recog 0.06 0.72 0.28 0.60 0.40 1.3
joy 0.53 0.68 0.10 0.75 0.25 1.9
morality -0.04 0.62 0.31 0.48 0.52 1.5
personality 0.23 0.67 0.30 0.59 0.41 1.6
pleasure 0.75 0.41 0.11 0.75 0.25 1.6
pride 0.29 0.84 0.05 0.79 0.21 1.3
MR1 MR2 MR3
SS loadings 10.13 9.69 5.12
Proportion Var 0.25 0.24 0.13
Cumulative Var 0.25 0.50 0.62
Proportion Explained 0.41 0.39 0.21
Cumulative Proportion 0.41 0.79 1.00
Mean item complexity = 1.5
Test of the hypothesis that 3 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 36.39 with Chi Square of 14185
The degrees of freedom for the model are 663 and the objective function was 3.83
The root mean square of the residuals (RMSR) is 0.03
The df corrected root mean square of the residuals is 0.03
The harmonic number of observations is 405 with the empirical chi square 479.29 with prob < 1
The total number of observations was 405 with Likelihood Chi Square = 1486.88 with prob < 4.2e-65
Tucker Lewis Index of factoring reliability = 0.927
RMSEA index = 0.058 and the 90 % confidence intervals are 0.052 0.059
BIC = -2493.69
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3
Correlation of scores with factors 0.98 0.97 0.95
Multiple R square of scores with factors 0.97 0.95 0.90
Minimum correlation of possible factor scores 0.93 0.90 0.81
Design: 2 conditions (beetle, robot), between-subjects (replication of Study 1) Date conducted: 2016-01-12
Joining, by = c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
Column `condition` joining factor and character vector, coercing into character vector
Factor Analysis using method = minres
Call: fa(r = d2_all, nfactors = 13, rotate = "none", fm = "minres",
cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11
happy 0.83 -0.08 -0.18 -0.18 0.15 -0.04 -0.04 0.01 -0.08 0.02 0.00
depressed 0.76 -0.01 -0.37 -0.02 0.13 0.04 -0.01 0.15 0.00 0.02 -0.12
fear 0.76 -0.36 0.21 0.04 0.05 -0.03 -0.06 0.00 0.03 0.00 0.08
angry 0.77 -0.17 -0.06 -0.05 0.19 0.02 -0.06 -0.13 0.13 -0.23 -0.07
calm 0.74 -0.05 0.08 -0.23 0.04 -0.08 -0.03 -0.04 -0.14 0.01 0.03
sounds 0.23 0.46 0.50 -0.11 0.13 0.12 0.02 0.05 0.05 -0.03 0.14
seeing 0.45 0.24 0.55 0.08 -0.05 0.13 -0.12 -0.07 0.01 0.07 0.04
temperature 0.32 0.28 0.53 0.16 0.16 0.02 -0.10 0.11 -0.10 -0.02 -0.08
odors 0.48 0.10 0.51 0.34 0.09 -0.02 -0.16 0.13 -0.16 -0.06 -0.10
depth 0.26 0.47 0.35 0.33 0.25 -0.38 0.34 0.01 0.06 0.02 0.04
computations -0.26 0.83 -0.12 -0.13 0.13 0.02 0.06 0.08 0.02 0.00 -0.01
thoughts 0.77 0.00 -0.01 -0.11 -0.23 -0.10 0.12 0.07 -0.08 0.01 -0.05
reasoning 0.36 0.59 -0.04 0.03 -0.21 -0.08 -0.03 0.00 -0.08 0.06 -0.07
remembering 0.19 0.69 0.24 -0.19 -0.01 0.08 0.00 0.06 -0.01 0.06 0.10
beliefs 0.53 0.26 -0.33 0.07 -0.08 0.20 0.16 0.00 -0.24 0.06 0.01
hungry 0.61 -0.62 0.31 0.19 -0.02 0.08 -0.04 0.00 -0.02 0.07 0.01
tired 0.73 -0.40 0.26 0.02 0.03 0.04 0.04 -0.08 0.06 0.02 0.04
pain 0.67 -0.52 0.28 0.11 -0.01 0.04 -0.02 0.01 0.07 0.09 -0.01
nauseated 0.70 -0.20 -0.02 0.00 0.12 0.03 0.00 -0.02 0.02 0.13 0.05
safe 0.75 -0.22 0.13 -0.05 -0.02 -0.09 -0.03 -0.14 -0.18 -0.06 0.22
love 0.74 0.00 -0.34 -0.05 0.08 0.09 0.05 0.14 0.02 0.06 -0.05
recognizing 0.20 0.74 0.04 -0.08 0.11 0.02 -0.02 0.02 0.00 -0.02 0.09
communicating 0.36 0.51 0.38 -0.05 0.04 0.20 -0.02 0.02 0.12 0.03 -0.02
guilt 0.64 0.14 -0.55 0.15 0.07 0.10 -0.01 0.01 -0.02 -0.02 0.02
disrespected 0.64 0.09 -0.43 0.17 0.04 0.03 -0.07 0.01 0.09 -0.14 0.09
free_will 0.66 -0.28 0.23 -0.01 -0.17 0.10 0.05 0.16 0.19 0.03 -0.03
choices 0.47 0.43 0.35 -0.10 -0.11 0.05 0.03 -0.04 0.08 0.07 -0.01
self_restraint 0.49 0.35 -0.15 0.09 -0.22 -0.05 0.03 -0.03 -0.04 -0.09 -0.07
intentions 0.67 0.00 0.25 0.00 -0.22 0.12 0.25 -0.13 0.04 -0.15 -0.04
goal 0.40 0.44 0.38 -0.05 -0.02 0.09 -0.03 -0.16 -0.08 -0.15 -0.14
conscious 0.72 -0.27 0.21 -0.10 -0.19 -0.11 0.02 0.14 -0.06 -0.04 0.13
self_aware 0.73 0.06 -0.03 -0.08 -0.20 -0.19 -0.07 0.27 0.08 -0.12 0.02
desires 0.79 -0.16 0.03 -0.02 0.02 0.01 0.18 -0.12 0.02 0.09 -0.12
embarrassed 0.61 0.12 -0.53 0.15 0.06 0.16 0.05 0.08 -0.06 -0.01 0.03
emo_recog 0.57 0.42 -0.27 0.14 -0.08 -0.12 -0.11 -0.14 0.07 0.14 0.03
joy 0.82 -0.07 -0.14 -0.22 0.20 -0.11 -0.08 -0.07 -0.01 -0.02 -0.04
morality 0.40 0.52 -0.27 0.19 -0.21 -0.11 -0.22 -0.12 0.09 0.07 0.01
personality 0.64 0.31 -0.16 -0.14 0.03 -0.13 -0.06 -0.05 0.09 0.03 -0.05
pleasure 0.81 -0.24 0.03 -0.17 0.09 -0.09 -0.01 0.00 -0.01 0.11 -0.12
pride 0.70 0.09 -0.47 0.15 0.03 0.13 0.06 -0.01 0.06 -0.04 0.12
MR12 MR13 h2 u2 com
happy -0.02 -0.04 0.80 0.203 1.3
depressed -0.03 0.01 0.76 0.240 1.7
fear 0.05 0.09 0.77 0.226 1.7
angry 0.08 0.16 0.79 0.214 1.8
calm -0.04 0.04 0.65 0.353 1.4
sounds 0.11 -0.08 0.61 0.392 3.2
seeing -0.11 0.05 0.63 0.374 2.9
temperature 0.06 -0.05 0.55 0.448 3.2
odors 0.03 -0.05 0.71 0.294 3.7
depth -0.08 0.01 0.86 0.141 6.2
computations 0.07 -0.02 0.82 0.179 1.4
thoughts 0.05 -0.04 0.71 0.290 1.4
reasoning 0.10 -0.02 0.56 0.441 2.2
remembering -0.05 -0.01 0.63 0.375 1.7
beliefs 0.02 0.16 0.61 0.385 3.7
hungry -0.05 0.00 0.90 0.099 2.8
tired -0.02 0.04 0.78 0.219 1.9
pain 0.01 0.05 0.83 0.169 2.4
nauseated 0.08 0.05 0.58 0.419 1.4
safe -0.02 -0.08 0.75 0.254 1.7
love 0.03 -0.02 0.70 0.299 1.6
recognizing 0.03 0.13 0.63 0.369 1.3
communicating -0.10 0.09 0.61 0.389 3.5
guilt -0.14 0.00 0.80 0.204 2.4
disrespected 0.10 -0.06 0.69 0.309 2.3
free_will -0.06 -0.11 0.69 0.308 2.3
choices 0.04 -0.04 0.56 0.435 3.3
self_restraint -0.09 0.12 0.49 0.513 3.0
intentions -0.04 -0.07 0.68 0.320 2.2
goal -0.02 -0.07 0.59 0.409 4.0
conscious 0.01 0.03 0.74 0.258 2.0
self_aware 0.02 0.08 0.72 0.277 1.8
desires 0.19 -0.01 0.76 0.244 1.5
embarrassed -0.08 -0.08 0.74 0.257 2.5
emo_recog 0.02 0.02 0.68 0.319 3.1
joy -0.08 -0.12 0.84 0.160 1.5
morality 0.06 -0.05 0.67 0.328 4.2
personality -0.16 -0.03 0.61 0.390 2.1
pleasure 0.01 0.02 0.78 0.217 1.4
pride 0.06 -0.08 0.79 0.211 2.2
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11 MR12
SS loadings 14.94 5.37 3.77 0.79 0.68 0.52 0.41 0.36 0.31 0.26 0.25 0.22
Proportion Var 0.37 0.13 0.09 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Var 0.37 0.51 0.60 0.62 0.64 0.65 0.66 0.67 0.68 0.69 0.69 0.70
Proportion Explained 0.53 0.19 0.13 0.03 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Proportion 0.53 0.72 0.86 0.89 0.91 0.93 0.94 0.96 0.97 0.98 0.99 0.99
MR13
SS loadings 0.20
Proportion Var 0.00
Cumulative Var 0.70
Proportion Explained 0.01
Cumulative Proportion 1.00
Mean item complexity = 2.4
Test of the hypothesis that 13 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 33.07 with Chi Square of 12924.08
The degrees of freedom for the model are 338 and the objective function was 1.02
The root mean square of the residuals (RMSR) is 0.01
The df corrected root mean square of the residuals is 0.02
The harmonic number of observations is 406 with the empirical chi square 64.06 with prob < 1
The total number of observations was 406 with Likelihood Chi Square = 390.7 with prob < 0.025
Tucker Lewis Index of factoring reliability = 0.99
RMSEA index = 0.024 and the 90 % confidence intervals are 0.008 0.028
BIC = -1639.45
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3 MR4 MR5 MR6 MR7
Correlation of scores with factors 0.99 0.98 0.96 0.88 0.84 0.82 0.79
Multiple R square of scores with factors 0.98 0.95 0.93 0.77 0.71 0.68 0.62
Minimum correlation of possible factor scores 0.97 0.90 0.86 0.54 0.42 0.36 0.24
MR8 MR9 MR10 MR11 MR12 MR13
Correlation of scores with factors 0.75 0.71 0.69 0.68 0.66 0.64
Multiple R square of scores with factors 0.56 0.50 0.48 0.46 0.44 0.40
Minimum correlation of possible factor scores 0.12 0.00 -0.04 -0.07 -0.12 -0.19
Factor Analysis using method = minres
Call: fa(r = d2_all, nfactors = 13, rotate = "none", fm = "minres",
cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11
happy 0.83 -0.08 -0.18 -0.18 0.15 -0.04 -0.04 0.01 -0.08 0.02 0.00
depressed 0.76 -0.01 -0.37 -0.02 0.13 0.04 -0.01 0.15 0.00 0.02 -0.12
fear 0.76 -0.36 0.21 0.04 0.05 -0.03 -0.06 0.00 0.03 0.00 0.08
angry 0.77 -0.17 -0.06 -0.05 0.19 0.02 -0.06 -0.13 0.13 -0.23 -0.07
calm 0.74 -0.05 0.08 -0.23 0.04 -0.08 -0.03 -0.04 -0.14 0.01 0.03
sounds 0.23 0.46 0.50 -0.11 0.13 0.12 0.02 0.05 0.05 -0.03 0.14
seeing 0.45 0.24 0.55 0.08 -0.05 0.13 -0.12 -0.07 0.01 0.07 0.04
temperature 0.32 0.28 0.53 0.16 0.16 0.02 -0.10 0.11 -0.10 -0.02 -0.08
odors 0.48 0.10 0.51 0.34 0.09 -0.02 -0.16 0.13 -0.16 -0.06 -0.10
depth 0.26 0.47 0.35 0.33 0.25 -0.38 0.34 0.01 0.06 0.02 0.04
computations -0.26 0.83 -0.12 -0.13 0.13 0.02 0.06 0.08 0.02 0.00 -0.01
thoughts 0.77 0.00 -0.01 -0.11 -0.23 -0.10 0.12 0.07 -0.08 0.01 -0.05
reasoning 0.36 0.59 -0.04 0.03 -0.21 -0.08 -0.03 0.00 -0.08 0.06 -0.07
remembering 0.19 0.69 0.24 -0.19 -0.01 0.08 0.00 0.06 -0.01 0.06 0.10
beliefs 0.53 0.26 -0.33 0.07 -0.08 0.20 0.16 0.00 -0.24 0.06 0.01
hungry 0.61 -0.62 0.31 0.19 -0.02 0.08 -0.04 0.00 -0.02 0.07 0.01
tired 0.73 -0.40 0.26 0.02 0.03 0.04 0.04 -0.08 0.06 0.02 0.04
pain 0.67 -0.52 0.28 0.11 -0.01 0.04 -0.02 0.01 0.07 0.09 -0.01
nauseated 0.70 -0.20 -0.02 0.00 0.12 0.03 0.00 -0.02 0.02 0.13 0.05
safe 0.75 -0.22 0.13 -0.05 -0.02 -0.09 -0.03 -0.14 -0.18 -0.06 0.22
love 0.74 0.00 -0.34 -0.05 0.08 0.09 0.05 0.14 0.02 0.06 -0.05
recognizing 0.20 0.74 0.04 -0.08 0.11 0.02 -0.02 0.02 0.00 -0.02 0.09
communicating 0.36 0.51 0.38 -0.05 0.04 0.20 -0.02 0.02 0.12 0.03 -0.02
guilt 0.64 0.14 -0.55 0.15 0.07 0.10 -0.01 0.01 -0.02 -0.02 0.02
disrespected 0.64 0.09 -0.43 0.17 0.04 0.03 -0.07 0.01 0.09 -0.14 0.09
free_will 0.66 -0.28 0.23 -0.01 -0.17 0.10 0.05 0.16 0.19 0.03 -0.03
choices 0.47 0.43 0.35 -0.10 -0.11 0.05 0.03 -0.04 0.08 0.07 -0.01
self_restraint 0.49 0.35 -0.15 0.09 -0.22 -0.05 0.03 -0.03 -0.04 -0.09 -0.07
intentions 0.67 0.00 0.25 0.00 -0.22 0.12 0.25 -0.13 0.04 -0.15 -0.04
goal 0.40 0.44 0.38 -0.05 -0.02 0.09 -0.03 -0.16 -0.08 -0.15 -0.14
conscious 0.72 -0.27 0.21 -0.10 -0.19 -0.11 0.02 0.14 -0.06 -0.04 0.13
self_aware 0.73 0.06 -0.03 -0.08 -0.20 -0.19 -0.07 0.27 0.08 -0.12 0.02
desires 0.79 -0.16 0.03 -0.02 0.02 0.01 0.18 -0.12 0.02 0.09 -0.12
embarrassed 0.61 0.12 -0.53 0.15 0.06 0.16 0.05 0.08 -0.06 -0.01 0.03
emo_recog 0.57 0.42 -0.27 0.14 -0.08 -0.12 -0.11 -0.14 0.07 0.14 0.03
joy 0.82 -0.07 -0.14 -0.22 0.20 -0.11 -0.08 -0.07 -0.01 -0.02 -0.04
morality 0.40 0.52 -0.27 0.19 -0.21 -0.11 -0.22 -0.12 0.09 0.07 0.01
personality 0.64 0.31 -0.16 -0.14 0.03 -0.13 -0.06 -0.05 0.09 0.03 -0.05
pleasure 0.81 -0.24 0.03 -0.17 0.09 -0.09 -0.01 0.00 -0.01 0.11 -0.12
pride 0.70 0.09 -0.47 0.15 0.03 0.13 0.06 -0.01 0.06 -0.04 0.12
MR12 MR13 h2 u2 com
happy -0.02 -0.04 0.80 0.203 1.3
depressed -0.03 0.01 0.76 0.240 1.7
fear 0.05 0.09 0.77 0.226 1.7
angry 0.08 0.16 0.79 0.214 1.8
calm -0.04 0.04 0.65 0.353 1.4
sounds 0.11 -0.08 0.61 0.392 3.2
seeing -0.11 0.05 0.63 0.374 2.9
temperature 0.06 -0.05 0.55 0.448 3.2
odors 0.03 -0.05 0.71 0.294 3.7
depth -0.08 0.01 0.86 0.141 6.2
computations 0.07 -0.02 0.82 0.179 1.4
thoughts 0.05 -0.04 0.71 0.290 1.4
reasoning 0.10 -0.02 0.56 0.441 2.2
remembering -0.05 -0.01 0.63 0.375 1.7
beliefs 0.02 0.16 0.61 0.385 3.7
hungry -0.05 0.00 0.90 0.099 2.8
tired -0.02 0.04 0.78 0.219 1.9
pain 0.01 0.05 0.83 0.169 2.4
nauseated 0.08 0.05 0.58 0.419 1.4
safe -0.02 -0.08 0.75 0.254 1.7
love 0.03 -0.02 0.70 0.299 1.6
recognizing 0.03 0.13 0.63 0.369 1.3
communicating -0.10 0.09 0.61 0.389 3.5
guilt -0.14 0.00 0.80 0.204 2.4
disrespected 0.10 -0.06 0.69 0.309 2.3
free_will -0.06 -0.11 0.69 0.308 2.3
choices 0.04 -0.04 0.56 0.435 3.3
self_restraint -0.09 0.12 0.49 0.513 3.0
intentions -0.04 -0.07 0.68 0.320 2.2
goal -0.02 -0.07 0.59 0.409 4.0
conscious 0.01 0.03 0.74 0.258 2.0
self_aware 0.02 0.08 0.72 0.277 1.8
desires 0.19 -0.01 0.76 0.244 1.5
embarrassed -0.08 -0.08 0.74 0.257 2.5
emo_recog 0.02 0.02 0.68 0.319 3.1
joy -0.08 -0.12 0.84 0.160 1.5
morality 0.06 -0.05 0.67 0.328 4.2
personality -0.16 -0.03 0.61 0.390 2.1
pleasure 0.01 0.02 0.78 0.217 1.4
pride 0.06 -0.08 0.79 0.211 2.2
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11 MR12
SS loadings 14.94 5.37 3.77 0.79 0.68 0.52 0.41 0.36 0.31 0.26 0.25 0.22
Proportion Var 0.37 0.13 0.09 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Var 0.37 0.51 0.60 0.62 0.64 0.65 0.66 0.67 0.68 0.69 0.69 0.70
Proportion Explained 0.53 0.19 0.13 0.03 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Proportion 0.53 0.72 0.86 0.89 0.91 0.93 0.94 0.96 0.97 0.98 0.99 0.99
MR13
SS loadings 0.20
Proportion Var 0.00
Cumulative Var 0.70
Proportion Explained 0.01
Cumulative Proportion 1.00
Mean item complexity = 2.4
Test of the hypothesis that 13 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 33.07 with Chi Square of 12924.08
The degrees of freedom for the model are 338 and the objective function was 1.02
The root mean square of the residuals (RMSR) is 0.01
The df corrected root mean square of the residuals is 0.02
The harmonic number of observations is 406 with the empirical chi square 64.06 with prob < 1
The total number of observations was 406 with Likelihood Chi Square = 390.7 with prob < 0.025
Tucker Lewis Index of factoring reliability = 0.99
RMSEA index = 0.024 and the 90 % confidence intervals are 0.008 0.028
BIC = -1639.45
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3 MR4 MR5 MR6 MR7
Correlation of scores with factors 0.99 0.98 0.96 0.88 0.84 0.82 0.79
Multiple R square of scores with factors 0.98 0.95 0.93 0.77 0.71 0.68 0.62
Minimum correlation of possible factor scores 0.97 0.90 0.86 0.54 0.42 0.36 0.24
MR8 MR9 MR10 MR11 MR12 MR13
Correlation of scores with factors 0.75 0.71 0.69 0.68 0.66 0.64
Multiple R square of scores with factors 0.56 0.50 0.48 0.46 0.44 0.40
Minimum correlation of possible factor scores 0.12 0.00 -0.04 -0.07 -0.12 -0.19
[1] 3
[1] 3
Factor Analysis using method = minres
Call: fa(r = d2_all, nfactors = nfactors_d2_all, rotate = chosenRotType,
fm = "minres", cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 h2 u2 com
happy 0.57 0.63 0.08 0.73 0.27 2.0
depressed 0.41 0.73 0.00 0.70 0.30 1.6
fear 0.83 0.21 0.09 0.75 0.25 1.2
angry 0.62 0.47 0.08 0.61 0.39 1.9
calm 0.59 0.39 0.24 0.56 0.44 2.1
sounds 0.07 -0.06 0.71 0.51 0.49 1.0
seeing 0.37 -0.02 0.65 0.56 0.44 1.6
temperature 0.25 -0.07 0.61 0.44 0.56 1.4
odors 0.45 -0.01 0.51 0.46 0.54 2.0
depth 0.03 0.08 0.58 0.34 0.66 1.0
computations -0.73 0.19 0.45 0.77 0.23 1.8
thoughts 0.55 0.49 0.23 0.60 0.40 2.3
reasoning -0.11 0.44 0.52 0.48 0.52 2.1
remembering -0.19 0.18 0.70 0.56 0.44 1.3
beliefs 0.11 0.64 0.15 0.44 0.56 1.2
hungry 0.91 -0.04 -0.07 0.84 0.16 1.0
tired 0.86 0.14 0.09 0.77 0.23 1.1
pain 0.90 0.05 0.00 0.81 0.19 1.0
nauseated 0.62 0.39 0.06 0.54 0.46 1.7
safe 0.71 0.31 0.15 0.62 0.38 1.5
love 0.41 0.70 0.02 0.66 0.34 1.6
recognizing -0.28 0.34 0.62 0.59 0.41 2.0
communicating 0.09 0.12 0.71 0.53 0.47 1.1
guilt 0.18 0.84 -0.04 0.73 0.27 1.1
disrespected 0.25 0.73 -0.01 0.60 0.40 1.2
free_will 0.72 0.17 0.14 0.56 0.44 1.2
choices 0.21 0.18 0.67 0.53 0.47 1.3
self_restraint 0.09 0.53 0.31 0.38 0.62 1.7
intentions 0.56 0.25 0.35 0.50 0.50 2.1
goal 0.16 0.13 0.67 0.50 0.50 1.2
conscious 0.75 0.22 0.15 0.63 0.37 1.3
self_aware 0.47 0.49 0.25 0.52 0.48 2.5
desires 0.67 0.42 0.14 0.64 0.36 1.8
embarrassed 0.17 0.79 -0.05 0.66 0.34 1.1
emo_recog 0.06 0.69 0.31 0.57 0.43 1.4
joy 0.58 0.59 0.11 0.69 0.31 2.1
morality -0.11 0.60 0.33 0.47 0.53 1.6
personality 0.21 0.61 0.32 0.52 0.48 1.8
pleasure 0.73 0.41 0.09 0.71 0.29 1.6
pride 0.27 0.80 -0.01 0.71 0.29 1.2
MR1 MR2 MR3
SS loadings 9.98 8.28 5.52
Proportion Var 0.25 0.21 0.14
Cumulative Var 0.25 0.46 0.59
Proportion Explained 0.42 0.35 0.23
Cumulative Proportion 0.42 0.77 1.00
Mean item complexity = 1.5
Test of the hypothesis that 3 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 33.07 with Chi Square of 12924.08
The degrees of freedom for the model are 663 and the objective function was 3.95
The root mean square of the residuals (RMSR) is 0.03
The df corrected root mean square of the residuals is 0.03
The harmonic number of observations is 406 with the empirical chi square 586.55 with prob < 0.98
The total number of observations was 406 with Likelihood Chi Square = 1534.4 with prob < 6.4e-71
Tucker Lewis Index of factoring reliability = 0.915
RMSEA index = 0.059 and the 90 % confidence intervals are 0.053 0.061
BIC = -2447.81
Fit based upon off diagonal values = 0.99
Measures of factor score adequacy
MR1 MR2 MR3
Correlation of scores with factors 0.98 0.97 0.96
Multiple R square of scores with factors 0.96 0.94 0.91
Minimum correlation of possible factor scores 0.93 0.88 0.83
Design: 2 conditions (beetle, robot), within-subjects Date conducted: 2016-01-10
Factor Analysis using method = minres
Call: fa(r = d3_all, nfactors = 13, rotate = "none", fm = "minres",
cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11
happy 0.86 0.00 -0.16 0.06 -0.13 -0.12 -0.03 -0.09 -0.09 0.12 -0.12
depressed 0.75 0.07 -0.33 0.20 -0.08 0.02 -0.05 -0.05 0.08 -0.05 0.07
fear 0.80 -0.33 0.09 -0.04 -0.08 0.01 -0.03 -0.04 0.03 0.06 0.00
angry 0.81 -0.08 -0.15 0.03 -0.16 0.01 0.03 0.02 -0.09 0.08 -0.02
calm 0.81 -0.07 0.04 -0.07 -0.12 -0.08 -0.04 -0.13 0.05 0.03 -0.09
sounds 0.32 0.29 0.57 0.24 0.00 -0.19 0.17 -0.13 -0.18 -0.06 0.00
seeing 0.40 0.11 0.52 0.11 0.07 -0.16 -0.01 -0.07 -0.10 -0.08 0.00
temperature 0.42 0.11 0.59 0.21 0.04 0.07 0.05 0.08 0.07 0.17 0.04
odors 0.53 -0.06 0.45 0.20 0.21 -0.05 -0.05 0.14 0.02 0.07 -0.04
depth 0.39 0.30 0.40 0.17 0.03 0.14 0.15 0.01 0.23 -0.14 -0.04
computations -0.40 0.73 -0.13 -0.03 -0.16 0.03 0.12 0.04 0.10 0.06 -0.02
thoughts 0.81 0.06 0.02 -0.20 -0.05 -0.17 0.11 0.02 0.03 -0.03 0.04
reasoning 0.38 0.63 0.06 -0.14 -0.07 -0.08 -0.04 -0.06 0.09 -0.05 0.11
remembering 0.24 0.60 0.27 0.00 -0.15 0.14 -0.03 0.06 -0.11 -0.02 0.08
beliefs 0.55 0.27 -0.31 0.03 0.23 0.19 0.16 -0.05 -0.09 0.03 -0.07
hungry 0.67 -0.60 0.21 0.07 0.12 0.03 -0.11 -0.03 0.04 -0.01 0.05
tired 0.77 -0.40 0.09 0.04 0.01 0.08 -0.09 -0.06 0.10 0.00 -0.04
pain 0.71 -0.53 0.20 0.05 0.06 0.00 -0.05 0.02 -0.01 -0.06 0.03
nauseated 0.78 -0.22 -0.06 0.12 -0.15 0.08 -0.01 -0.04 0.14 -0.14 0.05
safe 0.75 -0.24 0.10 -0.06 0.00 -0.08 -0.11 -0.02 -0.07 0.05 0.09
love 0.80 0.06 -0.22 0.08 -0.08 0.05 -0.04 -0.03 -0.07 -0.13 0.10
recognizing 0.22 0.71 0.17 0.03 -0.13 -0.18 -0.06 -0.02 0.07 0.00 -0.03
communicating 0.22 0.54 0.26 0.00 -0.01 0.05 -0.18 0.01 0.01 0.03 -0.03
guilt 0.66 0.19 -0.39 0.18 0.06 -0.04 0.02 0.07 0.01 0.07 0.17
disrespected 0.67 0.18 -0.38 0.19 0.07 0.08 0.07 0.01 -0.07 0.00 0.09
free_will 0.79 -0.21 0.07 -0.22 0.10 -0.02 0.11 -0.03 -0.06 -0.08 0.01
choices 0.52 0.29 0.34 -0.25 0.03 0.04 -0.07 -0.04 0.08 0.16 0.09
self_restraint 0.60 0.25 -0.14 -0.14 0.00 0.16 -0.01 -0.20 -0.04 -0.03 0.03
intentions 0.70 -0.02 0.18 -0.28 0.00 0.11 0.05 0.13 -0.06 0.01 0.09
goal 0.43 0.36 0.30 -0.02 -0.10 0.30 -0.11 0.10 -0.15 -0.07 -0.12
conscious 0.80 -0.19 0.08 -0.15 0.06 -0.05 0.10 0.02 0.04 -0.04 0.02
self_aware 0.74 0.00 0.00 -0.19 0.04 -0.12 0.11 0.08 0.08 -0.03 -0.13
desires 0.84 -0.22 0.08 -0.11 -0.06 0.10 0.11 0.12 -0.02 0.03 -0.01
embarrassed 0.63 0.16 -0.42 0.15 0.05 -0.14 0.02 0.17 -0.01 0.05 0.02
emo_recog 0.59 0.40 -0.16 -0.09 0.24 -0.11 -0.13 0.04 0.00 -0.04 -0.01
joy 0.84 -0.01 -0.19 0.10 -0.18 -0.03 0.05 -0.04 0.01 0.12 -0.06
morality 0.40 0.53 -0.15 -0.04 0.37 0.08 0.01 -0.17 0.05 0.08 -0.04
personality 0.68 0.32 -0.09 -0.08 0.00 -0.13 -0.07 0.14 -0.04 -0.12 -0.06
pleasure 0.84 -0.22 -0.02 0.02 -0.12 0.10 0.05 -0.02 0.00 0.06 -0.07
pride 0.71 0.17 -0.39 0.08 0.07 0.01 -0.12 0.07 0.03 -0.07 -0.14
MR12 MR13 h2 u2 com
happy 0.10 -0.06 0.86 0.14 1.3
depressed -0.05 0.00 0.75 0.25 1.7
fear 0.01 0.06 0.77 0.23 1.4
angry -0.01 0.02 0.73 0.27 1.2
calm -0.06 0.01 0.72 0.28 1.2
sounds 0.02 0.06 0.70 0.30 3.7
seeing -0.04 0.04 0.50 0.50 2.6
temperature 0.10 0.07 0.65 0.35 2.7
odors -0.01 -0.03 0.60 0.40 2.9
depth -0.01 -0.06 0.56 0.44 4.9
computations 0.15 0.07 0.80 0.20 2.0
thoughts -0.03 -0.03 0.76 0.24 1.3
reasoning 0.04 -0.03 0.60 0.40 2.0
remembering -0.07 -0.03 0.56 0.44 2.2
beliefs 0.00 0.02 0.60 0.40 3.2
hungry -0.01 -0.05 0.90 0.10 2.4
tired 0.06 0.05 0.81 0.19 1.7
pain 0.00 -0.05 0.84 0.16 2.1
nauseated 0.04 0.07 0.76 0.24 1.5
safe -0.03 0.06 0.68 0.32 1.4
love 0.14 -0.02 0.77 0.23 1.4
recognizing -0.10 -0.03 0.66 0.34 1.6
communicating -0.03 -0.01 0.44 0.56 2.2
guilt -0.04 -0.07 0.71 0.29 2.3
disrespected -0.14 0.06 0.71 0.29 2.3
free_will 0.12 0.09 0.78 0.22 1.5
choices -0.01 0.12 0.59 0.41 3.6
self_restraint -0.04 0.02 0.53 0.47 2.1
intentions -0.02 0.02 0.64 0.36 1.7
goal 0.01 -0.05 0.57 0.43 4.7
conscious 0.03 -0.11 0.75 0.25 1.3
self_aware -0.16 0.04 0.67 0.33 1.5
desires 0.01 -0.03 0.82 0.18 1.3
embarrassed 0.00 0.04 0.68 0.32 2.4
emo_recog 0.09 -0.08 0.66 0.34 2.8
joy 0.07 -0.11 0.83 0.17 1.3
morality 0.01 -0.06 0.66 0.34 3.4
personality 0.06 -0.01 0.64 0.36 1.8
pleasure -0.10 -0.06 0.81 0.19 1.3
pride 0.00 0.20 0.77 0.23 2.2
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11 MR12
SS loadings 16.94 4.54 2.90 0.73 0.58 0.49 0.31 0.28 0.27 0.23 0.20 0.19
Proportion Var 0.42 0.11 0.07 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00
Cumulative Var 0.42 0.54 0.61 0.63 0.64 0.65 0.66 0.67 0.68 0.68 0.69 0.69
Proportion Explained 0.61 0.16 0.10 0.03 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Proportion 0.61 0.77 0.88 0.90 0.92 0.94 0.95 0.96 0.97 0.98 0.99 0.99
MR13
SS loadings 0.17
Proportion Var 0.00
Cumulative Var 0.70
Proportion Explained 0.01
Cumulative Proportion 1.00
Mean item complexity = 2.2
Test of the hypothesis that 13 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 34.22 with Chi Square of 13170.85
The degrees of freedom for the model are 338 and the objective function was 1.01
The root mean square of the residuals (RMSR) is 0.01
The df corrected root mean square of the residuals is 0.02
The harmonic number of observations is 400 with the empirical chi square 61.88 with prob < 1
The total number of observations was 400 with Likelihood Chi Square = 381 with prob < 0.053
Tucker Lewis Index of factoring reliability = 0.992
RMSEA index = 0.022 and the 90 % confidence intervals are 0 0.027
BIC = -1644.12
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3 MR4 MR5 MR6 MR7
Correlation of scores with factors 0.99 0.97 0.95 0.84 0.82 0.77 0.72
Multiple R square of scores with factors 0.99 0.94 0.90 0.71 0.67 0.59 0.51
Minimum correlation of possible factor scores 0.97 0.88 0.80 0.41 0.34 0.18 0.02
MR8 MR9 MR10 MR11 MR12 MR13
Correlation of scores with factors 0.68 0.68 0.67 0.65 0.65 0.63
Multiple R square of scores with factors 0.47 0.46 0.45 0.42 0.43 0.40
Minimum correlation of possible factor scores -0.06 -0.07 -0.10 -0.16 -0.14 -0.20
Factor Analysis using method = minres
Call: fa(r = d3_all, nfactors = 13, rotate = "none", fm = "minres",
cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11
happy 0.86 0.00 -0.16 0.06 -0.13 -0.12 -0.03 -0.09 -0.09 0.12 -0.12
depressed 0.75 0.07 -0.33 0.20 -0.08 0.02 -0.05 -0.05 0.08 -0.05 0.07
fear 0.80 -0.33 0.09 -0.04 -0.08 0.01 -0.03 -0.04 0.03 0.06 0.00
angry 0.81 -0.08 -0.15 0.03 -0.16 0.01 0.03 0.02 -0.09 0.08 -0.02
calm 0.81 -0.07 0.04 -0.07 -0.12 -0.08 -0.04 -0.13 0.05 0.03 -0.09
sounds 0.32 0.29 0.57 0.24 0.00 -0.19 0.17 -0.13 -0.18 -0.06 0.00
seeing 0.40 0.11 0.52 0.11 0.07 -0.16 -0.01 -0.07 -0.10 -0.08 0.00
temperature 0.42 0.11 0.59 0.21 0.04 0.07 0.05 0.08 0.07 0.17 0.04
odors 0.53 -0.06 0.45 0.20 0.21 -0.05 -0.05 0.14 0.02 0.07 -0.04
depth 0.39 0.30 0.40 0.17 0.03 0.14 0.15 0.01 0.23 -0.14 -0.04
computations -0.40 0.73 -0.13 -0.03 -0.16 0.03 0.12 0.04 0.10 0.06 -0.02
thoughts 0.81 0.06 0.02 -0.20 -0.05 -0.17 0.11 0.02 0.03 -0.03 0.04
reasoning 0.38 0.63 0.06 -0.14 -0.07 -0.08 -0.04 -0.06 0.09 -0.05 0.11
remembering 0.24 0.60 0.27 0.00 -0.15 0.14 -0.03 0.06 -0.11 -0.02 0.08
beliefs 0.55 0.27 -0.31 0.03 0.23 0.19 0.16 -0.05 -0.09 0.03 -0.07
hungry 0.67 -0.60 0.21 0.07 0.12 0.03 -0.11 -0.03 0.04 -0.01 0.05
tired 0.77 -0.40 0.09 0.04 0.01 0.08 -0.09 -0.06 0.10 0.00 -0.04
pain 0.71 -0.53 0.20 0.05 0.06 0.00 -0.05 0.02 -0.01 -0.06 0.03
nauseated 0.78 -0.22 -0.06 0.12 -0.15 0.08 -0.01 -0.04 0.14 -0.14 0.05
safe 0.75 -0.24 0.10 -0.06 0.00 -0.08 -0.11 -0.02 -0.07 0.05 0.09
love 0.80 0.06 -0.22 0.08 -0.08 0.05 -0.04 -0.03 -0.07 -0.13 0.10
recognizing 0.22 0.71 0.17 0.03 -0.13 -0.18 -0.06 -0.02 0.07 0.00 -0.03
communicating 0.22 0.54 0.26 0.00 -0.01 0.05 -0.18 0.01 0.01 0.03 -0.03
guilt 0.66 0.19 -0.39 0.18 0.06 -0.04 0.02 0.07 0.01 0.07 0.17
disrespected 0.67 0.18 -0.38 0.19 0.07 0.08 0.07 0.01 -0.07 0.00 0.09
free_will 0.79 -0.21 0.07 -0.22 0.10 -0.02 0.11 -0.03 -0.06 -0.08 0.01
choices 0.52 0.29 0.34 -0.25 0.03 0.04 -0.07 -0.04 0.08 0.16 0.09
self_restraint 0.60 0.25 -0.14 -0.14 0.00 0.16 -0.01 -0.20 -0.04 -0.03 0.03
intentions 0.70 -0.02 0.18 -0.28 0.00 0.11 0.05 0.13 -0.06 0.01 0.09
goal 0.43 0.36 0.30 -0.02 -0.10 0.30 -0.11 0.10 -0.15 -0.07 -0.12
conscious 0.80 -0.19 0.08 -0.15 0.06 -0.05 0.10 0.02 0.04 -0.04 0.02
self_aware 0.74 0.00 0.00 -0.19 0.04 -0.12 0.11 0.08 0.08 -0.03 -0.13
desires 0.84 -0.22 0.08 -0.11 -0.06 0.10 0.11 0.12 -0.02 0.03 -0.01
embarrassed 0.63 0.16 -0.42 0.15 0.05 -0.14 0.02 0.17 -0.01 0.05 0.02
emo_recog 0.59 0.40 -0.16 -0.09 0.24 -0.11 -0.13 0.04 0.00 -0.04 -0.01
joy 0.84 -0.01 -0.19 0.10 -0.18 -0.03 0.05 -0.04 0.01 0.12 -0.06
morality 0.40 0.53 -0.15 -0.04 0.37 0.08 0.01 -0.17 0.05 0.08 -0.04
personality 0.68 0.32 -0.09 -0.08 0.00 -0.13 -0.07 0.14 -0.04 -0.12 -0.06
pleasure 0.84 -0.22 -0.02 0.02 -0.12 0.10 0.05 -0.02 0.00 0.06 -0.07
pride 0.71 0.17 -0.39 0.08 0.07 0.01 -0.12 0.07 0.03 -0.07 -0.14
MR12 MR13 h2 u2 com
happy 0.10 -0.06 0.86 0.14 1.3
depressed -0.05 0.00 0.75 0.25 1.7
fear 0.01 0.06 0.77 0.23 1.4
angry -0.01 0.02 0.73 0.27 1.2
calm -0.06 0.01 0.72 0.28 1.2
sounds 0.02 0.06 0.70 0.30 3.7
seeing -0.04 0.04 0.50 0.50 2.6
temperature 0.10 0.07 0.65 0.35 2.7
odors -0.01 -0.03 0.60 0.40 2.9
depth -0.01 -0.06 0.56 0.44 4.9
computations 0.15 0.07 0.80 0.20 2.0
thoughts -0.03 -0.03 0.76 0.24 1.3
reasoning 0.04 -0.03 0.60 0.40 2.0
remembering -0.07 -0.03 0.56 0.44 2.2
beliefs 0.00 0.02 0.60 0.40 3.2
hungry -0.01 -0.05 0.90 0.10 2.4
tired 0.06 0.05 0.81 0.19 1.7
pain 0.00 -0.05 0.84 0.16 2.1
nauseated 0.04 0.07 0.76 0.24 1.5
safe -0.03 0.06 0.68 0.32 1.4
love 0.14 -0.02 0.77 0.23 1.4
recognizing -0.10 -0.03 0.66 0.34 1.6
communicating -0.03 -0.01 0.44 0.56 2.2
guilt -0.04 -0.07 0.71 0.29 2.3
disrespected -0.14 0.06 0.71 0.29 2.3
free_will 0.12 0.09 0.78 0.22 1.5
choices -0.01 0.12 0.59 0.41 3.6
self_restraint -0.04 0.02 0.53 0.47 2.1
intentions -0.02 0.02 0.64 0.36 1.7
goal 0.01 -0.05 0.57 0.43 4.7
conscious 0.03 -0.11 0.75 0.25 1.3
self_aware -0.16 0.04 0.67 0.33 1.5
desires 0.01 -0.03 0.82 0.18 1.3
embarrassed 0.00 0.04 0.68 0.32 2.4
emo_recog 0.09 -0.08 0.66 0.34 2.8
joy 0.07 -0.11 0.83 0.17 1.3
morality 0.01 -0.06 0.66 0.34 3.4
personality 0.06 -0.01 0.64 0.36 1.8
pleasure -0.10 -0.06 0.81 0.19 1.3
pride 0.00 0.20 0.77 0.23 2.2
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11 MR12
SS loadings 16.94 4.54 2.90 0.73 0.58 0.49 0.31 0.28 0.27 0.23 0.20 0.19
Proportion Var 0.42 0.11 0.07 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00
Cumulative Var 0.42 0.54 0.61 0.63 0.64 0.65 0.66 0.67 0.68 0.68 0.69 0.69
Proportion Explained 0.61 0.16 0.10 0.03 0.02 0.02 0.01 0.01 0.01 0.01 0.01 0.01
Cumulative Proportion 0.61 0.77 0.88 0.90 0.92 0.94 0.95 0.96 0.97 0.98 0.99 0.99
MR13
SS loadings 0.17
Proportion Var 0.00
Cumulative Var 0.70
Proportion Explained 0.01
Cumulative Proportion 1.00
Mean item complexity = 2.2
Test of the hypothesis that 13 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 34.22 with Chi Square of 13170.85
The degrees of freedom for the model are 338 and the objective function was 1.01
The root mean square of the residuals (RMSR) is 0.01
The df corrected root mean square of the residuals is 0.02
The harmonic number of observations is 400 with the empirical chi square 61.88 with prob < 1
The total number of observations was 400 with Likelihood Chi Square = 381 with prob < 0.053
Tucker Lewis Index of factoring reliability = 0.992
RMSEA index = 0.022 and the 90 % confidence intervals are 0 0.027
BIC = -1644.12
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3 MR4 MR5 MR6 MR7
Correlation of scores with factors 0.99 0.97 0.95 0.84 0.82 0.77 0.72
Multiple R square of scores with factors 0.99 0.94 0.90 0.71 0.67 0.59 0.51
Minimum correlation of possible factor scores 0.97 0.88 0.80 0.41 0.34 0.18 0.02
MR8 MR9 MR10 MR11 MR12 MR13
Correlation of scores with factors 0.68 0.68 0.67 0.65 0.65 0.63
Multiple R square of scores with factors 0.47 0.46 0.45 0.42 0.43 0.40
Minimum correlation of possible factor scores -0.06 -0.07 -0.10 -0.16 -0.14 -0.20
[1] 3
[1] 3
Factor Analysis using method = minres
Call: fa(r = d3_all, nfactors = nfactors_d3_all, rotate = chosenRotType,
fm = "minres", cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR3 MR1 MR2 h2 u2 com
happy 0.54 0.66 0.17 0.76 0.24 2.1
depressed 0.37 0.73 0.06 0.68 0.32 1.5
fear 0.79 0.34 0.10 0.76 0.24 1.4
angry 0.56 0.60 0.11 0.69 0.31 2.1
calm 0.61 0.48 0.24 0.66 0.34 2.2
sounds 0.20 -0.04 0.65 0.47 0.53 1.2
seeing 0.36 -0.04 0.55 0.44 0.56 1.7
temperature 0.39 -0.07 0.60 0.52 0.48 1.8
odors 0.53 0.03 0.43 0.47 0.53 1.9
depth 0.19 0.11 0.59 0.39 0.61 1.3
computations -0.79 0.10 0.26 0.70 0.30 1.2
thoughts 0.52 0.55 0.31 0.66 0.34 2.6
reasoning -0.13 0.43 0.57 0.54 0.46 2.0
remembering -0.15 0.20 0.65 0.49 0.51 1.3
beliefs 0.11 0.65 0.14 0.46 0.54 1.2
hungry 0.92 0.08 -0.03 0.86 0.14 1.0
tired 0.83 0.30 0.05 0.77 0.23 1.3
pain 0.90 0.14 0.02 0.83 0.17 1.0
nauseated 0.66 0.47 0.07 0.66 0.34 1.8
safe 0.70 0.34 0.16 0.63 0.37 1.6
love 0.44 0.69 0.15 0.69 0.31 1.8
recognizing -0.26 0.30 0.65 0.58 0.42 1.8
communicating -0.12 0.17 0.60 0.41 0.59 1.3
guilt 0.21 0.76 0.07 0.63 0.37 1.2
disrespected 0.23 0.75 0.08 0.62 0.38 1.2
free_will 0.70 0.39 0.17 0.67 0.33 1.7
choices 0.27 0.23 0.58 0.46 0.54 1.8
self_restraint 0.20 0.57 0.26 0.44 0.56 1.7
intentions 0.54 0.33 0.33 0.52 0.48 2.4
goal 0.15 0.22 0.57 0.39 0.61 1.5
conscious 0.70 0.40 0.19 0.69 0.31 1.8
self_aware 0.50 0.48 0.24 0.54 0.46 2.4
desires 0.74 0.42 0.18 0.76 0.24 1.7
embarrassed 0.19 0.74 0.02 0.59 0.41 1.1
emo_recog 0.10 0.64 0.34 0.53 0.47 1.6
joy 0.52 0.67 0.14 0.74 0.26 2.0
morality -0.11 0.54 0.37 0.44 0.56 1.8
personality 0.23 0.62 0.36 0.57 0.43 1.9
pleasure 0.71 0.48 0.11 0.76 0.24 1.8
pride 0.25 0.77 0.07 0.67 0.33 1.2
MR3 MR1 MR2
SS loadings 10.13 9.03 4.92
Proportion Var 0.25 0.23 0.12
Cumulative Var 0.25 0.48 0.60
Proportion Explained 0.42 0.38 0.20
Cumulative Proportion 0.42 0.80 1.00
Mean item complexity = 1.6
Test of the hypothesis that 3 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 34.22 with Chi Square of 13170.85
The degrees of freedom for the model are 663 and the objective function was 3.61
The root mean square of the residuals (RMSR) is 0.03
The df corrected root mean square of the residuals is 0.03
The harmonic number of observations is 400 with the empirical chi square 508.77 with prob < 1
The total number of observations was 400 with Likelihood Chi Square = 1380.26 with prob < 1.3e-52
Tucker Lewis Index of factoring reliability = 0.932
RMSEA index = 0.054 and the 90 % confidence intervals are 0.048 0.056
BIC = -2592.08
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR3 MR1 MR2
Correlation of scores with factors 0.98 0.96 0.94
Multiple R square of scores with factors 0.96 0.93 0.88
Minimum correlation of possible factor scores 0.92 0.86 0.76
Design: 21 conditions, between-subjects Date conducted: 2016-01-14
Joining, by = c("condition", "min_age", "max_age", "median_age", "mean_age", "sd_age")
Column `condition` joining factor and character vector, coercing into character vector
Factor Analysis using method = minres
Call: fa(r = d4_all, nfactors = 13, rotate = "none", fm = "minres",
cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11
happy 0.88 -0.07 -0.25 0.15 -0.15 0.05 -0.03 0.07 -0.03 0.09 0.05
depressed 0.81 0.17 -0.16 0.15 0.03 -0.24 0.00 -0.06 0.02 -0.07 -0.01
fear 0.84 -0.37 -0.13 -0.07 0.10 -0.01 0.00 0.04 -0.05 -0.01 0.00
angry 0.86 -0.07 -0.15 0.12 -0.04 -0.09 -0.06 -0.05 0.06 -0.07 -0.04
calm 0.85 -0.20 -0.15 -0.03 -0.02 0.03 -0.02 0.11 -0.08 0.09 0.00
sounds 0.71 -0.32 0.41 0.14 0.13 0.13 0.00 0.03 0.03 0.01 0.02
seeing 0.77 -0.33 0.28 0.07 0.12 0.04 -0.05 -0.01 0.03 -0.01 -0.01
temperature 0.65 -0.31 0.41 0.05 0.18 0.05 0.03 0.04 -0.01 0.02 -0.07
odors 0.79 -0.25 0.17 0.03 0.16 -0.04 0.05 -0.15 0.05 -0.02 -0.08
depth 0.71 -0.03 0.39 -0.11 0.03 -0.04 -0.10 0.03 0.11 0.08 -0.05
computations 0.22 0.57 0.46 0.16 0.03 0.06 -0.06 0.06 0.05 0.09 0.05
thoughts 0.85 0.00 -0.10 -0.08 -0.14 0.14 0.21 -0.21 0.05 -0.03 0.01
reasoning 0.73 0.36 0.22 -0.13 -0.10 0.01 0.07 -0.10 0.01 0.05 -0.01
remembering 0.75 0.06 0.42 0.12 -0.12 -0.10 -0.06 -0.08 0.04 0.01 0.02
beliefs 0.66 0.54 -0.11 -0.12 0.07 0.16 0.07 0.00 0.05 0.07 -0.02
hungry 0.78 -0.44 -0.15 -0.13 0.16 0.03 -0.02 -0.02 -0.02 -0.02 0.06
tired 0.85 -0.37 -0.15 0.03 0.06 -0.03 0.00 -0.02 -0.04 0.01 0.03
pain 0.81 -0.43 -0.17 -0.02 0.19 0.03 0.01 -0.08 -0.03 -0.05 0.07
nauseated 0.82 -0.12 -0.18 0.10 0.03 -0.13 -0.02 -0.04 0.05 0.10 -0.03
safe 0.85 -0.22 -0.11 -0.08 -0.04 0.02 0.03 0.21 -0.06 0.04 0.00
love 0.84 0.05 -0.26 0.15 -0.12 0.09 -0.03 0.02 0.00 -0.03 -0.01
recognizing 0.79 -0.04 0.24 0.33 -0.09 0.05 -0.01 -0.02 -0.01 0.02 0.09
communicating 0.75 -0.08 0.40 0.13 -0.15 0.03 0.12 0.12 -0.13 -0.18 -0.01
guilt 0.74 0.47 -0.18 0.09 0.14 -0.03 0.04 0.00 0.05 0.01 0.09
disrespected 0.73 0.43 -0.12 0.02 0.18 -0.04 0.01 0.07 -0.05 -0.11 0.01
free_will 0.82 -0.07 -0.04 -0.28 -0.07 0.02 -0.14 -0.02 0.04 -0.06 -0.04
choices 0.79 -0.03 0.33 -0.16 -0.07 -0.07 -0.08 0.01 -0.04 0.00 0.00
self_restraint 0.75 0.38 0.10 -0.09 0.05 -0.21 0.00 -0.06 -0.23 0.08 0.10
intentions 0.81 0.03 0.06 -0.26 -0.04 -0.07 0.00 0.11 0.13 0.01 -0.01
goal 0.67 0.10 0.32 -0.24 -0.09 -0.11 0.21 0.05 0.01 -0.05 0.05
conscious 0.82 -0.15 -0.06 -0.13 -0.03 0.10 0.08 -0.01 -0.04 0.02 0.06
self_aware 0.77 0.21 0.02 -0.24 -0.07 0.13 -0.23 -0.08 -0.01 -0.07 0.15
desires 0.87 -0.10 -0.12 -0.09 -0.08 -0.08 0.09 0.06 0.06 0.05 -0.10
embarrassed 0.70 0.50 -0.20 0.08 0.21 0.02 0.09 0.11 0.15 -0.03 0.09
emo_recog 0.77 0.34 -0.02 0.09 0.02 0.01 -0.09 -0.01 -0.04 -0.12 -0.05
joy 0.89 -0.04 -0.23 0.14 -0.15 0.02 0.02 -0.01 -0.03 0.10 0.00
morality 0.70 0.53 -0.01 -0.02 0.12 0.11 0.00 -0.08 -0.19 0.07 -0.19
personality 0.89 0.00 -0.12 0.14 -0.17 0.04 -0.02 -0.02 0.04 -0.07 -0.05
pleasure 0.90 -0.22 -0.15 0.03 -0.04 -0.04 -0.03 -0.03 0.05 0.07 0.01
pride 0.81 0.32 -0.16 -0.03 -0.03 0.01 -0.08 0.08 0.03 -0.08 -0.12
MR12 MR13 h2 u2 com
happy 0.01 -0.05 0.91 0.090 1.4
depressed 0.07 0.11 0.82 0.183 1.5
fear -0.03 0.06 0.88 0.117 1.5
angry -0.08 -0.08 0.82 0.181 1.2
calm 0.02 0.08 0.83 0.175 1.3
sounds -0.04 0.04 0.83 0.170 2.4
seeing -0.09 -0.06 0.82 0.183 1.8
temperature 0.18 -0.03 0.77 0.229 2.7
odors 0.00 -0.03 0.79 0.213 1.5
depth 0.11 -0.02 0.71 0.290 1.9
computations 0.02 0.05 0.64 0.360 2.6
thoughts 0.03 0.13 0.88 0.116 1.5
reasoning -0.05 -0.08 0.76 0.241 1.9
remembering -0.07 0.14 0.82 0.180 1.9
beliefs 0.02 0.01 0.81 0.193 2.3
hungry -0.05 0.00 0.88 0.120 1.9
tired -0.01 -0.04 0.90 0.104 1.5
pain 0.01 0.01 0.92 0.078 1.8
nauseated 0.08 -0.01 0.77 0.233 1.3
safe 0.00 0.13 0.86 0.141 1.4
love 0.06 -0.08 0.83 0.167 1.4
recognizing -0.05 -0.05 0.82 0.180 1.7
communicating 0.00 -0.02 0.85 0.153 2.1
guilt -0.04 0.01 0.84 0.163 2.0
disrespected -0.04 -0.06 0.80 0.204 2.0
free_will -0.03 0.07 0.79 0.206 1.4
choices -0.12 0.02 0.79 0.213 1.6
self_restraint 0.06 -0.01 0.85 0.153 2.1
intentions -0.07 -0.04 0.77 0.230 1.4
goal 0.04 -0.07 0.70 0.297 2.3
conscious 0.04 -0.05 0.73 0.266 1.2
self_aware 0.08 -0.04 0.82 0.185 1.8
desires -0.01 -0.07 0.84 0.163 1.2
embarrassed -0.04 0.03 0.89 0.109 2.5
emo_recog 0.07 0.00 0.75 0.250 1.6
joy -0.05 -0.03 0.90 0.103 1.3
morality -0.09 0.01 0.88 0.117 2.5
personality 0.06 0.03 0.86 0.135 1.2
pleasure -0.01 -0.02 0.89 0.113 1.2
pride 0.02 0.00 0.81 0.189 1.5
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11 MR12
SS loadings 24.49 3.38 2.06 0.74 0.48 0.31 0.27 0.24 0.21 0.17 0.16 0.15
Proportion Var 0.61 0.08 0.05 0.02 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00
Cumulative Var 0.61 0.70 0.75 0.77 0.78 0.79 0.79 0.80 0.80 0.81 0.81 0.82
Proportion Explained 0.75 0.10 0.06 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00
Cumulative Proportion 0.75 0.85 0.91 0.93 0.95 0.96 0.97 0.97 0.98 0.99 0.99 1.00
MR13
SS loadings 0.14
Proportion Var 0.00
Cumulative Var 0.82
Proportion Explained 0.00
Cumulative Proportion 1.00
Mean item complexity = 1.7
Test of the hypothesis that 13 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 52.07 with Chi Square of 21651.8
The degrees of freedom for the model are 338 and the objective function was 1.29
The root mean square of the residuals (RMSR) is 0.01
The df corrected root mean square of the residuals is 0.01
The harmonic number of observations is 431 with the empirical chi square 34.49 with prob < 1
The total number of observations was 431 with Likelihood Chi Square = 526.8 with prob < 2e-10
Tucker Lewis Index of factoring reliability = 0.979
RMSEA index = 0.039 and the 90 % confidence intervals are 0.03 0.042
BIC = -1523.55
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3 MR4 MR5 MR6 MR7
Correlation of scores with factors 1.00 0.98 0.96 0.89 0.88 0.80 0.77
Multiple R square of scores with factors 0.99 0.96 0.92 0.80 0.77 0.64 0.60
Minimum correlation of possible factor scores 0.99 0.91 0.83 0.60 0.55 0.28 0.19
MR8 MR9 MR10 MR11 MR12 MR13
Correlation of scores with factors 0.79 0.76 0.71 0.72 0.66 0.67
Multiple R square of scores with factors 0.62 0.59 0.51 0.51 0.44 0.45
Minimum correlation of possible factor scores 0.24 0.17 0.01 0.03 -0.12 -0.10
Factor Analysis using method = minres
Call: fa(r = d4_all, nfactors = 13, rotate = "none", fm = "minres",
cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11
happy 0.88 -0.07 -0.25 0.15 -0.15 0.05 -0.03 0.07 -0.03 0.09 0.05
depressed 0.81 0.17 -0.16 0.15 0.03 -0.24 0.00 -0.06 0.02 -0.07 -0.01
fear 0.84 -0.37 -0.13 -0.07 0.10 -0.01 0.00 0.04 -0.05 -0.01 0.00
angry 0.86 -0.07 -0.15 0.12 -0.04 -0.09 -0.06 -0.05 0.06 -0.07 -0.04
calm 0.85 -0.20 -0.15 -0.03 -0.02 0.03 -0.02 0.11 -0.08 0.09 0.00
sounds 0.71 -0.32 0.41 0.14 0.13 0.13 0.00 0.03 0.03 0.01 0.02
seeing 0.77 -0.33 0.28 0.07 0.12 0.04 -0.05 -0.01 0.03 -0.01 -0.01
temperature 0.65 -0.31 0.41 0.05 0.18 0.05 0.03 0.04 -0.01 0.02 -0.07
odors 0.79 -0.25 0.17 0.03 0.16 -0.04 0.05 -0.15 0.05 -0.02 -0.08
depth 0.71 -0.03 0.39 -0.11 0.03 -0.04 -0.10 0.03 0.11 0.08 -0.05
computations 0.22 0.57 0.46 0.16 0.03 0.06 -0.06 0.06 0.05 0.09 0.05
thoughts 0.85 0.00 -0.10 -0.08 -0.14 0.14 0.21 -0.21 0.05 -0.03 0.01
reasoning 0.73 0.36 0.22 -0.13 -0.10 0.01 0.07 -0.10 0.01 0.05 -0.01
remembering 0.75 0.06 0.42 0.12 -0.12 -0.10 -0.06 -0.08 0.04 0.01 0.02
beliefs 0.66 0.54 -0.11 -0.12 0.07 0.16 0.07 0.00 0.05 0.07 -0.02
hungry 0.78 -0.44 -0.15 -0.13 0.16 0.03 -0.02 -0.02 -0.02 -0.02 0.06
tired 0.85 -0.37 -0.15 0.03 0.06 -0.03 0.00 -0.02 -0.04 0.01 0.03
pain 0.81 -0.43 -0.17 -0.02 0.19 0.03 0.01 -0.08 -0.03 -0.05 0.07
nauseated 0.82 -0.12 -0.18 0.10 0.03 -0.13 -0.02 -0.04 0.05 0.10 -0.03
safe 0.85 -0.22 -0.11 -0.08 -0.04 0.02 0.03 0.21 -0.06 0.04 0.00
love 0.84 0.05 -0.26 0.15 -0.12 0.09 -0.03 0.02 0.00 -0.03 -0.01
recognizing 0.79 -0.04 0.24 0.33 -0.09 0.05 -0.01 -0.02 -0.01 0.02 0.09
communicating 0.75 -0.08 0.40 0.13 -0.15 0.03 0.12 0.12 -0.13 -0.18 -0.01
guilt 0.74 0.47 -0.18 0.09 0.14 -0.03 0.04 0.00 0.05 0.01 0.09
disrespected 0.73 0.43 -0.12 0.02 0.18 -0.04 0.01 0.07 -0.05 -0.11 0.01
free_will 0.82 -0.07 -0.04 -0.28 -0.07 0.02 -0.14 -0.02 0.04 -0.06 -0.04
choices 0.79 -0.03 0.33 -0.16 -0.07 -0.07 -0.08 0.01 -0.04 0.00 0.00
self_restraint 0.75 0.38 0.10 -0.09 0.05 -0.21 0.00 -0.06 -0.23 0.08 0.10
intentions 0.81 0.03 0.06 -0.26 -0.04 -0.07 0.00 0.11 0.13 0.01 -0.01
goal 0.67 0.10 0.32 -0.24 -0.09 -0.11 0.21 0.05 0.01 -0.05 0.05
conscious 0.82 -0.15 -0.06 -0.13 -0.03 0.10 0.08 -0.01 -0.04 0.02 0.06
self_aware 0.77 0.21 0.02 -0.24 -0.07 0.13 -0.23 -0.08 -0.01 -0.07 0.15
desires 0.87 -0.10 -0.12 -0.09 -0.08 -0.08 0.09 0.06 0.06 0.05 -0.10
embarrassed 0.70 0.50 -0.20 0.08 0.21 0.02 0.09 0.11 0.15 -0.03 0.09
emo_recog 0.77 0.34 -0.02 0.09 0.02 0.01 -0.09 -0.01 -0.04 -0.12 -0.05
joy 0.89 -0.04 -0.23 0.14 -0.15 0.02 0.02 -0.01 -0.03 0.10 0.00
morality 0.70 0.53 -0.01 -0.02 0.12 0.11 0.00 -0.08 -0.19 0.07 -0.19
personality 0.89 0.00 -0.12 0.14 -0.17 0.04 -0.02 -0.02 0.04 -0.07 -0.05
pleasure 0.90 -0.22 -0.15 0.03 -0.04 -0.04 -0.03 -0.03 0.05 0.07 0.01
pride 0.81 0.32 -0.16 -0.03 -0.03 0.01 -0.08 0.08 0.03 -0.08 -0.12
MR12 MR13 h2 u2 com
happy 0.01 -0.05 0.91 0.090 1.4
depressed 0.07 0.11 0.82 0.183 1.5
fear -0.03 0.06 0.88 0.117 1.5
angry -0.08 -0.08 0.82 0.181 1.2
calm 0.02 0.08 0.83 0.175 1.3
sounds -0.04 0.04 0.83 0.170 2.4
seeing -0.09 -0.06 0.82 0.183 1.8
temperature 0.18 -0.03 0.77 0.229 2.7
odors 0.00 -0.03 0.79 0.213 1.5
depth 0.11 -0.02 0.71 0.290 1.9
computations 0.02 0.05 0.64 0.360 2.6
thoughts 0.03 0.13 0.88 0.116 1.5
reasoning -0.05 -0.08 0.76 0.241 1.9
remembering -0.07 0.14 0.82 0.180 1.9
beliefs 0.02 0.01 0.81 0.193 2.3
hungry -0.05 0.00 0.88 0.120 1.9
tired -0.01 -0.04 0.90 0.104 1.5
pain 0.01 0.01 0.92 0.078 1.8
nauseated 0.08 -0.01 0.77 0.233 1.3
safe 0.00 0.13 0.86 0.141 1.4
love 0.06 -0.08 0.83 0.167 1.4
recognizing -0.05 -0.05 0.82 0.180 1.7
communicating 0.00 -0.02 0.85 0.153 2.1
guilt -0.04 0.01 0.84 0.163 2.0
disrespected -0.04 -0.06 0.80 0.204 2.0
free_will -0.03 0.07 0.79 0.206 1.4
choices -0.12 0.02 0.79 0.213 1.6
self_restraint 0.06 -0.01 0.85 0.153 2.1
intentions -0.07 -0.04 0.77 0.230 1.4
goal 0.04 -0.07 0.70 0.297 2.3
conscious 0.04 -0.05 0.73 0.266 1.2
self_aware 0.08 -0.04 0.82 0.185 1.8
desires -0.01 -0.07 0.84 0.163 1.2
embarrassed -0.04 0.03 0.89 0.109 2.5
emo_recog 0.07 0.00 0.75 0.250 1.6
joy -0.05 -0.03 0.90 0.103 1.3
morality -0.09 0.01 0.88 0.117 2.5
personality 0.06 0.03 0.86 0.135 1.2
pleasure -0.01 -0.02 0.89 0.113 1.2
pride 0.02 0.00 0.81 0.189 1.5
MR1 MR2 MR3 MR4 MR5 MR6 MR7 MR8 MR9 MR10 MR11 MR12
SS loadings 24.49 3.38 2.06 0.74 0.48 0.31 0.27 0.24 0.21 0.17 0.16 0.15
Proportion Var 0.61 0.08 0.05 0.02 0.01 0.01 0.01 0.01 0.01 0.00 0.00 0.00
Cumulative Var 0.61 0.70 0.75 0.77 0.78 0.79 0.79 0.80 0.80 0.81 0.81 0.82
Proportion Explained 0.75 0.10 0.06 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.00
Cumulative Proportion 0.75 0.85 0.91 0.93 0.95 0.96 0.97 0.97 0.98 0.99 0.99 1.00
MR13
SS loadings 0.14
Proportion Var 0.00
Cumulative Var 0.82
Proportion Explained 0.00
Cumulative Proportion 1.00
Mean item complexity = 1.7
Test of the hypothesis that 13 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 52.07 with Chi Square of 21651.8
The degrees of freedom for the model are 338 and the objective function was 1.29
The root mean square of the residuals (RMSR) is 0.01
The df corrected root mean square of the residuals is 0.01
The harmonic number of observations is 431 with the empirical chi square 34.49 with prob < 1
The total number of observations was 431 with Likelihood Chi Square = 526.8 with prob < 2e-10
Tucker Lewis Index of factoring reliability = 0.979
RMSEA index = 0.039 and the 90 % confidence intervals are 0.03 0.042
BIC = -1523.55
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3 MR4 MR5 MR6 MR7
Correlation of scores with factors 1.00 0.98 0.96 0.89 0.88 0.80 0.77
Multiple R square of scores with factors 0.99 0.96 0.92 0.80 0.77 0.64 0.60
Minimum correlation of possible factor scores 0.99 0.91 0.83 0.60 0.55 0.28 0.19
MR8 MR9 MR10 MR11 MR12 MR13
Correlation of scores with factors 0.79 0.76 0.71 0.72 0.66 0.67
Multiple R square of scores with factors 0.62 0.59 0.51 0.51 0.44 0.45
Minimum correlation of possible factor scores 0.24 0.17 0.01 0.03 -0.12 -0.10
[1] 3
[1] 3
Factor Analysis using method = minres
Call: fa(r = d4_all, nfactors = nfactors_d4_all, rotate = chosenRotType,
fm = "minres", cor = chosenCorType)
Standardized loadings (pattern matrix) based upon correlation matrix
MR1 MR2 MR3 h2 u2 com
happy 0.74 0.48 0.23 0.84 0.16 1.9
depressed 0.52 0.62 0.23 0.70 0.30 2.2
fear 0.83 0.20 0.37 0.86 0.14 1.5
angry 0.68 0.46 0.31 0.76 0.24 2.2
calm 0.75 0.35 0.32 0.79 0.21 1.8
sounds 0.45 0.08 0.75 0.76 0.24 1.7
seeing 0.56 0.13 0.67 0.78 0.22 2.0
temperature 0.40 0.06 0.71 0.68 0.32 1.6
odors 0.58 0.22 0.58 0.72 0.28 2.3
depth 0.29 0.32 0.68 0.65 0.35 1.8
computations -0.40 0.51 0.39 0.58 0.42 2.8
thoughts 0.60 0.49 0.33 0.72 0.28 2.5
reasoning 0.17 0.66 0.48 0.70 0.30 2.0
remembering 0.26 0.41 0.71 0.74 0.26 1.9
beliefs 0.19 0.83 0.14 0.74 0.26 1.2
hungry 0.84 0.11 0.33 0.83 0.17 1.3
tired 0.85 0.21 0.36 0.89 0.11 1.5
pain 0.86 0.14 0.33 0.87 0.13 1.3
nauseated 0.70 0.40 0.27 0.71 0.29 1.9
safe 0.74 0.32 0.36 0.78 0.22 1.9
love 0.65 0.56 0.18 0.77 0.23 2.1
recognizing 0.43 0.38 0.59 0.67 0.33 2.6
communicating 0.35 0.30 0.71 0.71 0.29 1.8
guilt 0.31 0.82 0.13 0.79 0.21 1.3
disrespected 0.30 0.78 0.18 0.73 0.27 1.4
free_will 0.60 0.42 0.38 0.68 0.32 2.6
choices 0.38 0.37 0.67 0.73 0.27 2.2
self_restraint 0.24 0.71 0.38 0.70 0.30 1.8
intentions 0.49 0.47 0.44 0.66 0.34 3.0
goal 0.23 0.41 0.57 0.55 0.45 2.2
conscious 0.65 0.35 0.38 0.69 0.31 2.2
self_aware 0.38 0.60 0.35 0.63 0.37 2.4
desires 0.69 0.43 0.34 0.78 0.22 2.2
embarrassed 0.29 0.82 0.09 0.77 0.23 1.3
emo_recog 0.33 0.72 0.30 0.71 0.29 1.8
joy 0.72 0.51 0.25 0.84 0.16 2.1
morality 0.17 0.81 0.25 0.74 0.26 1.3
personality 0.64 0.52 0.33 0.80 0.20 2.5
pleasure 0.79 0.35 0.35 0.87 0.13 1.8
pride 0.43 0.74 0.20 0.78 0.22 1.8
MR1 MR2 MR3
SS loadings 12.24 10.06 7.40
Proportion Var 0.31 0.25 0.19
Cumulative Var 0.31 0.56 0.74
Proportion Explained 0.41 0.34 0.25
Cumulative Proportion 0.41 0.75 1.00
Mean item complexity = 1.9
Test of the hypothesis that 3 factors are sufficient.
The degrees of freedom for the null model are 780 and the objective function was 52.07 with Chi Square of 21651.8
The degrees of freedom for the model are 663 and the objective function was 5.44
The root mean square of the residuals (RMSR) is 0.02
The df corrected root mean square of the residuals is 0.03
The harmonic number of observations is 431 with the empirical chi square 406.4 with prob < 1
The total number of observations was 431 with Likelihood Chi Square = 2251.71 with prob < 1e-171
Tucker Lewis Index of factoring reliability = 0.91
RMSEA index = 0.077 and the 90 % confidence intervals are 0.071 0.078
BIC = -1770.12
Fit based upon off diagonal values = 1
Measures of factor score adequacy
MR1 MR2 MR3
Correlation of scores with factors 0.98 0.97 0.95
Multiple R square of scores with factors 0.95 0.95 0.91
Minimum correlation of possible factor scores 0.91 0.90 0.81
Joining, by = "mc"
Joining, by = "mc"
Joining, by = "mc"
Joining, by = "condition"
Column `condition` joining factor and character vector, coercing into character vectorJoining, by = "condition"
Column `condition` joining factor and character vector, coercing into character vectorJoining, by = "condition"
Column `condition` joining factor and character vector, coercing into character vector
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Joining, by = "condition"
Column `condition` joining factor and character vector, coercing into character vector
Joining, by = c("condition", "mc", "Mean", "Lower", "Upper", "n", "study")
Joining, by = c("condition", "mc", "Mean", "Lower", "Upper", "n", "study")
Joining, by = c("condition", "mc", "Mean", "Lower", "Upper", "n", "study")
Joining, by = "mc"
Joining, by = "mc"
Joining, by = "mc"
Joining, by = "mc"
Joining, by = "mc"
Mean ratings of 40 mental capacities for a subset of the 21 entities included in Study 4. (See Fig. S5 for mean ratings for the full set of entities.) Participants responded on a scale from 0 (Not at all capable) to 6 (Highly capable). Error bars are nonparametric bootstrapped 95% confidence intervals. Mental capacities are grouped according to their dominant factor loading in Study 1. Doing computations was the only item to load negatively on its dominant factor in any study (and did so in Studies 1-3); in Study 4, it loaded positively on its dominant factor (Factor 2, “heart”).
Factor loadings for the 40 mental capacities on the three rotated factors in Study 1. Items are colored by their dominant factor loading: Items that loaded most strongly on the body factor (physiological states and will) are in red; items that loaded most strongly on the heart factor (social-emotional experiences and morality) are in blue; and items that loaded most strongly on the mind factor (perceptual-cognitive abilities and goal pursuit) are in green.
Joining, by = "item"
Mean ratings of 40 mental capacities for the 2 entities included in Studies 1-3. Participants responded on a scale from 0 (Not at all capable) to 6 (Highly capable). Error bars are nonparametric bootstrapped 95% confidence intervals. Mental capacities are grouped according to their dominant factor loading in Study 1.
Mean ratings of 40 mental capacities for all 21 entities included in Study 4. Participants responded on a scale from 0 (Not at all capable) to 6 (Highly capable). Error bars are nonparametric bootstrapped 95% confidence intervals. Mental capacities are grouped according to their dominant factor loading in Study 4.